• Title/Summary/Keyword: Intra-prediction

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Intra Prediction Using Multiple Models Based on Fully Connected Neural Network (다중 모델을 이용한 완전연결 신경망 기반 화면내 예측)

  • Moon, Gihwa;Park, Dohyeon;Kim, Minjae;Kwon, Hyoungjin;Kim, Jae-Gon
    • Journal of Broadcast Engineering
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    • v.26 no.6
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    • pp.758-765
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    • 2021
  • Recently, various research on the application of deep learning to video encoding for enhancing coding efficiency are being actively studied. This paper proposes a deep learning based intra prediction which uses multiple models by extending Matrix-based Intra Prediction(MIP) that is a neural network-based technology adopted in VVC. It also presents an efficient learning method for the multi-model intra prediction. To evaluate the performance of the proposed method, we integrated the VVC MIP and the proposed fully connected layer based multi-model intra prediction into HEVC reference software, HM16.19 as an additional intra prediction mode. As a result of the experiments, the proposed method can obtain bit-saving coding gain up to 0.47% and 0.19% BD-rate, respectively, compared to HM16.19 and VVC MIP.

An Efficient Intra Prediction Mode Decision for Spatial Enhancement Layer (공간 향상 계층에서 효율적인 화면 내 예측 모드 선택 방법)

  • Myung, Jin-Su;Park, Sung-Jae;Oh, Seoung-Jun;Sim, Dong-Gyu;Kim, Byung-Gyu
    • Journal of Broadcast Engineering
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    • v.12 no.5
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    • pp.491-502
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    • 2007
  • In this parer, we propose an efficient intra prediction mode decision scheme in Scalable Video Coding(SVC) which is an emerging video coding standard as an extension of H.264/MPEG-4 AVC(Advanced Video Coding). The proposed method in base on the characteristic of macroblock smoothness follows the statistical analysis of intra prediction mode in an enhancement layer and it decides a candidate intra prediction mode. We also propose an early termination scheme for Intra_BL mode decision where the RD cost value of Intra_BL is utilized. Simulation results show that the proposed method reduces 54.67% of the computation complexity of intra prediction coding, while the degradation in video quality is negligible; for low QP values, the average PSNR loss is very negligible, equivalently the bit rate increases by 0.011%. For high QP values, the average PSNR loss is less than 0.01dB, which equals to 0.249% increase in bitrate.

New Intra Coding Scheme for High-definition Video Coding (고화질 비디오 부호화를 위한 새로운 화면내 부호화 방법)

  • Heo, Jin;Ho, Yo-Sung
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.45 no.5
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    • pp.72-78
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    • 2008
  • Although the H.264 video coding scheme is popular, it is not efficient for high-definition (HD) video coding because the size of its macroblock is relatively small for the HD video resolution. In this paper, we propose a new intra coding scheme based on the enlarged macroblock size. For the luminance component, intra $4{\times}4$ prediction and intra $16{\times}16$ prediction in H.264 are scaled into intra $8{\times}8$ prediction and intra $32{\times}32$ prediction, respectively. For the chrominance components, intra $8{\times}8$ prediction is extended to intra $16{\times}16$ prediction. Along with the $8{\times}8$ basic coding block size, an $8{\times}8$ integer discrete cosine transform (DCT) is used. Experimental results show that the proposed algorithm improves coding efficiency of the intra coding for HD video: PSNR gain by 0.23dB and bit-rate reduction by 5.32% on average.

Efficient Coding Technique for 4X4 Intra Prediction Modes using the Statistical Distribution of Intra Modes of Adjacent Intra Blocks (주변 인트라 블록 예측 모드의 통계적 분포를 이용한 효율적인 인트라 4X4 예측 모드 부호화 방법)

  • Kim, Jae-Min;Kang, Hyun-Soo
    • The Journal of the Korea Contents Association
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    • v.9 no.4
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    • pp.12-18
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    • 2009
  • In this paper, we propose a novel method which efficiently codes $4{\times}4$ intra prediction modes in H.264/ AVC video encoding. There are nine optional prediction modes for each $4{\times}4$luma block and 4 modes for each $16{\times}16$luma block. To code each $4{\times}4$ intra prediction mode, lots of bits are required. To efficiently compress the intra mode bits in H.264/AVC, the most probable mode(MPM) is estimated by using the intra modes of the adjacent blocks, since intra modes for neighboring $4{\times}4$luma blocks are correlated. In this paper, a novel method for estimating the MPM is proposed by using the statistical distribution of intra modes of adjacent intra blocks. Experimental results show that the proposed method can achieve a coding gain of about 0.1dB.

Separate Scale for Position Dependent Intra Prediction Combination of VVC

  • Yoon, Yong-Uk;Park, Dohyeon;Kim, Jae-Gon
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2019.11a
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    • pp.20-21
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    • 2019
  • The Joint Video Experts Team (JVET) has been working on the development of next generation of video coding standard called Versatile Video Coding (VVC). Position Dependent Intra Prediction Combination (PDPC) which is one of the major tools for intra prediction refines the prediction through a linear combination between the reconstructed samples and the predicted samples according to the sample position. In VVC WD6, nScale which is shift value that adjusts the weight is determined by the width and height of the current block. It may cause that PDPC is applied to regions that do not fit the characteristics of the current intra prediction mode. In this paper, we define nScale for each width and height so that the weight can be applied independently to the left and top reference samples, respectively. Experimental results show that, compared to VTM 6.0, the proposed method gives -0.01%, -0.04% and 0.01% Bjotegaard-Delta (BD)-rate performance, for Y, Cb, and Cr components, respectively, in All-Intra (AI) configuration.

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An Efficient Hardware Architecture of Intra Prediction in H.264/AVC Decoder (H.264/AVC 디코더용 인트라 예측기의 효율적인 하드웨어 구현)

  • 김형호;유기원
    • Proceedings of the IEEK Conference
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    • 2003.11a
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    • pp.91-94
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    • 2003
  • H.264/AVC is the upcoming video coding standard of ITU-T H.264 and ISO MPEG-4 AVC. The new standard can achieve a significant improvement up to 50% in compression ratio compared to MPEG-4 advanced simple profile. In this paper, we propose the novel intra prediction scheme to speed up intra prediction process in H.264/AVC decoder and show the hardware architecture for it. The proposed scheme uses the concurrent processing of the 4$\times$4 intra prediction, which is based on that some 4$\times$4 block pairs in a 16$\times$16 luma block can be processed concurrently. The proposed scheme can reduce intra prediction time by 33 %.

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An Efficient Intra Prediction Mode Decision Method for H.264 Standard (H.264 표준을 위한 효율적인 인트라 예측 모드 결정 방법)

  • Park, Ji-Yoon;Lee, Chang-Woo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.33 no.10C
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    • pp.778-786
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    • 2008
  • The H.264/AVC video coding standard shows superior coding efficiency by adopting many new techniques. However, the encoding complexity increases greatly to achieve higher coding efficiency. Especially, the rate distortion optimization technique, which is used to decide the intra-prediction mode, increases the encoding complexity. In this paper, we propose an efficient intra-prediction mode decision method. By using the variance of pixel values and the edge direction, the computational complexity of the intra-prediction mode decision is greatly reduced.

A FAST INTRA PREDICTION MODE SELECTION METHOD IN H.264/AVC SCALABLE VIDEO CODING

  • Park, Sung-Jae;Lee, Yeo-Song;Sohn, Chae-Bong;Jeong, S.Y.;Chung, Kwang-Sue;Park, Ho-Chong;Ahn, Chang-Bum;Oh, Seoung-Jun
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2009.01a
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    • pp.170-173
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    • 2009
  • In this paper, we propose a fast intra prediction mode selection method in Scalable Video Coding(SVC) which is an emerging video coding standard as an extension of H.264/Advanced Video Coding(H.264/AVC). The proposed method decides a candidate intra prediction mode based on the characteristic of macroblock smoothness. Statistical analysis is applied to computing that smoothness in spatial enhancement layer. We also propose an early termination scheme for Intra_BL mode decision where the RD cost value of Intra_BL is utilized. Compared with JSVM software, our scheme can reduce about 55% of the computation complexity of intra prediction on average, while the performance degradation is negligible; For low QP values, the average PSNR loss is very negligible, equivalently the bit rate increases by 0.01%. For high QP values, the average PSNR loss is less than 0.01dB, which equals to 0.25% increase in bitrate on average.

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A Fast Intra-Prediction Method in HEVC Using Rate-Distortion Estimation Based on Hadamard Transform

  • Kim, Younhee;Jun, DongSan;Jung, Soon-Heung;Choi, Jin Soo;Kim, Jinwoong
    • ETRI Journal
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    • v.35 no.2
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    • pp.270-280
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    • 2013
  • A fast intra-prediction method is proposed for High Efficiency Video Coding (HEVC) using a fast intra-mode decision and fast coding unit (CU) size decision. HEVC supports very sophisticated intra modes and a recursive quadtree-based CU structure. To provide a high coding efficiency, the mode and CU size are selected in a rate-distortion optimized manner. This causes a high computational complexity in the encoder, and, for practical applications, the complexity should be significantly reduced. In this paper, among the many predefined modes, the intra-prediction mode is chosen without rate-distortion optimization processes, instead using the difference between the minimum and second minimum of the rate-distortion cost estimation based on the Hadamard transform. The experiment results show that the proposed method achieves a 49.04% reduction in the intra-prediction time and a 32.74% reduction in the total encoding time with a nearly similar coding performance to that of HEVC test model 2.1.

Error Concealment Using Intra-Mode Information Included in H.264/AVC-Coded Bitstream

  • Kim, Dong-Hyung;Jeong, Se-Yoon;Choi, Jin-Soo;Jeon, Gwang-Gil;Kim, Seung-Jong;Jeong, Je-Chang
    • ETRI Journal
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    • v.30 no.4
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    • pp.506-515
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    • 2008
  • The H.264/AVC standard has adopted new coding tools such as intra-prediction, variable block size, motion estimation with quarter-pixel-accuracy, loop filter, and so on. The adoption of these tools enables an H.264/AVC-coded bitstream to have more information than was possible with previous standards. In this paper, we propose an effective spatial error concealment method with low complexity in H.264/AVC intra-frame. From information included in an H.264/AVC-coded bitstream, we use prediction modes of intra-blocks to recover a damaged block. This is because the prediction direction in each prediction mode is highly correlated to the edge direction. We first estimate the edge direction of a damaged block using the prediction modes of the intra-blocks adjacent to a damaged block and classify the area inside the damaged block into edge and flat areas. Our method then recovers pixel values in the edge area using edge-directed interpolation, and recovers pixel values in the flat area using weighted interpolation. Simulation results show that the proposed method yields better video quality than conventional approaches.

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